NEWS

Enterprise AI Adoption Is Moving Toward Agent Observability

The latest Cisco and Splunk announcements show why agent spending, security and operational visibility are becoming one problem.

Cisco AISplunk Agent ObservabilityAI Agent监控Token成本企业AI安全AI治理
Enterprise AI Adoption Is Moving Toward Agent Observability

Capability is no longer the only blocker

Cisco says enterprise adoption increasingly depends on confidence: teams need to know what agents do, how much they cost and whether security teams can respond. Splunk’s observability direction connects usage and operations.

What to measure

Track task outcomes, tool calls, model spend, latency, policy violations and human interventions. Observability should connect a trajectory to business value rather than becoming another dashboard.

A safer rollout

Start with read-only workflows, instrument every action, set budgets and create a stop switch. Scale only when quality and security evidence improve together.